Introduction to HPC with MPI for Data Science by Frank Nielsen (English) Paperba

Description: Introduction to HPC with MPI for Data Science by Frank Nielsen Estimated delivery 3-12 business days Format Paperback Condition Brand New Description This gentle introduction to High Performance Computing (HPC) for DataScience using the Message Passing Interface (MPI) standard has beendesigned as a first course for undergraduates on parallel programming ondistributed memory models, and requires only basic programming notions.Dividedinto two parts the first part covers high performance computing usingC++ with the Message Passing Interface (MPI) standard followed by asecond part providing high-performance data analytics on computerclusters.In the first part, the fundamental notions of blockingversus non-blocking point-to-point communications, global communications(like broadcast or scatter) and collaborative computations (reduce),with Amdalh and Gustafson speed-up laws are described before addressingparallel sorting and parallel linear algebra on computer clusters. Thecommon ring, torus and hypercube topologies of clusters are thenexplained and global communication procedures on these topologies arestudied. This first part closes with the MapReduce (MR) model ofcomputation well-suited to processing big data using the MPI framework.Inthe second part, the book focuses on high-performance data analytics.Flat and hierarchical clustering algorithms are introduced for dataexploration along with how to program these algorithms on computerclusters, followed by machine learning classification, and anintroduction to graph analytics. This part closes with a conciseintroduction to data core-sets that let big data problems be amenable totiny data problems.Exercises are included at the end of eachchapter in order for students to practice the concepts learned, and afinal section contains an overall exam which allows them to evaluate howwell they have assimilated the material covered in the book. Author Biography Frank Nielsen is a Professor at École Polytechnique in France where he teaches graduate (vision/graphics) and undergraduate (Java/algorithms),and a senior researcher at Sony Computer Science Laboratories Inc. His research includes Computational information geometry for imaging and learning and he is the author of 3 textbooks and 3 edited books. He is also on the Editorial Board for the Springer Journal of Mathematical Imaging and Vision. Details ISBN 3319219022 ISBN-13 9783319219028 Title Introduction to HPC with MPI for Data Science Author Frank Nielsen Format Paperback Year 2016 Pages 282 Edition 1st Publisher Springer International Publishing AG GE_Item_ID:140581195; About Us Grand Eagle Retail is the ideal place for all your shopping needs! With fast shipping, low prices, friendly service and over 1,000,000 in stock items - you're bound to find what you want, at a price you'll love! Shipping & Delivery Times Shipping is FREE to any address in USA. Please view eBay estimated delivery times at the top of the listing. Deliveries are made by either USPS or Courier. We are unable to deliver faster than stated. International deliveries will take 1-6 weeks. NOTE: We are unable to offer combined shipping for multiple items purchased. This is because our items are shipped from different locations. Returns If you wish to return an item, please consult our Returns Policy as below: Please contact Customer Services and request "Return Authorisation" before you send your item back to us. Unauthorised returns will not be accepted. Returns must be postmarked within 4 business days of authorisation and must be in resellable condition. Returns are shipped at the customer's risk. We cannot take responsibility for items which are lost or damaged in transit. For purchases where a shipping charge was paid, there will be no refund of the original shipping charge. Additional Questions If you have any questions please feel free to Contact Us. Categories Baby Books Electronics Fashion Games Health & Beauty Home, Garden & Pets Movies Music Sports & Outdoors Toys

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